Pith Number

pith:NZPPEOR5

pith:2021:NZPPEOR5HI6PGQ3TVVROKLIK65

not attested not anchored not stored refs pending

Grounded Situation Recognition with Transformers

Hyeonjun Lee, Junhyeong Cho, Suha Kwak, Youngseok Yoon

arxiv:2111.10135 v1 · 2021-11-19 · cs.CV · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NZPPEOR5HI6PGQ3TVVROKLIK65}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

The Demon is in Ambiguity: Revisiting Situation Recognition with Single Positive Multi-Label Learning

Receipt and verification

First computed	2026-07-05T03:33:28.533713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e5ef23a3d3a3cf34373ad62e52d0af776ff0c6a1ac297667f6756a8ff76a16a

Aliases

arxiv: 2111.10135 · arxiv_version: 2111.10135v1 · doi: 10.48550/arxiv.2111.10135 · pith_short_12: NZPPEOR5HI6P · pith_short_16: NZPPEOR5HI6PGQ3T · pith_short_8: NZPPEOR5

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/NZPPEOR5HI6PGQ3TVVROKLIK65 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 6e5ef23a3d3a3cf34373ad62e52d0af776ff0c6a1ac297667f6756a8ff76a16a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0688c169ae7c44412078982887050a2f53eefded1042248bfe6b76f15a622fdc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-11-19T10:10:03Z",
    "title_canon_sha256": "3e80825cf32bf74c6eed402b1f7e032e3e2d7370f0b957810c19a2f59bedabc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.10135",
    "kind": "arxiv",
    "version": 1
  }
}